Profiling Report

Dataset statistics

Number of variables	18
Number of observations	1100
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	147.3 KiB
Average record size in memory	137.1 B

Variable types

Categorical	5
Boolean	1
Numeric	12

Alerts

`id` has a high cardinality: 1047 distinct values	High cardinality
`name` has a high cardinality: 1017 distinct values	High cardinality
`artists` has a high cardinality: 687 distinct values	High cardinality
`artistid` has a high cardinality: 429 distinct values	High cardinality
`genres` has a high cardinality: 374 distinct values	High cardinality
`energy` is highly overall correlated with `loudness`	High correlation
`loudness` is highly overall correlated with `energy`	High correlation
`id` is uniformly distributed	Uniform
`name` is uniformly distributed	Uniform
`instrumentalness` has 599 (54.5%) zeros	Zeros

Reproduction

Analysis started	2023-02-05 19:22:17.681821
Analysis finished	2023-02-05 19:22:41.514141
Duration	23.83 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

id
Categorical

HIGH CARDINALITY UNIFORM

Distinct	1047
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Memory size	8.7 KiB

3w3y8KPTfNeOKPiqUTakBh	2
7lGKEWMXVWWTt3X71Bv44I	2
5masKPHeAOVNgxdLebIcK7	2
7GgWAITsYJaRM3r50rfh5w	2
6Knv6wdA0luoMUuuoYi2i1	2
Other values (1042)	1090

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	24200
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	994 ?
Unique (%)	90.4%

Sample

1st row	3w3y8KPTfNeOKPiqUTakBh
2nd row	3TGRqZ0a2l1LRblBkJoaDx
3rd row	7a86XRg84qjasly9f6bPSD
4th row	1z9kQ14XBSN0r2v6fx4IdG
5th row	3GZD6HmiNUhxXYf8Gch723

Common Values

Value	Count	Frequency (%)
3w3y8KPTfNeOKPiqUTakBh	2	0.2%
7lGKEWMXVWWTt3X71Bv44I	2	0.2%
5masKPHeAOVNgxdLebIcK7	2	0.2%
7GgWAITsYJaRM3r50rfh5w	2	0.2%
6Knv6wdA0luoMUuuoYi2i1	2	0.2%
0fYVliAYKHuPmECRs1pbRf	2	0.2%
5uDASfU19gDxSjW8cnCaBp	2	0.2%
7dt6x5M1jzdTEt8oCbisTK	2	0.2%
6HZ9VeI5IRFCNQLXhpF4bq	2	0.2%
6cx06DFPPHchuUAcTxznu9	2	0.2%
Other values (1037)	1080	98.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
3w3y8kptfneokpiqutakbh	2	0.2%
6uellqglwmcvh1e5c4h7ly	2	0.2%
6wri0lac5m1rw2mnx2zveg	2	0.2%
6g6a7qnhtfugosh7rooxtd	2	0.2%
0e8nrvls4qqv5rfa2uhqmo	2	0.2%
6uj1ctrbojoas8xzxgqkk4	2	0.2%
6taqoooxaecijl6g1aws2k	2	0.2%
27gmp9awrs744szkcpjstz	2	0.2%
62pasfnxsmylshyjrltul3	2	0.2%
54bfm56pme4ylrnqpw6tha	2	0.2%
Other values (1037)	1080	98.2%

Most occurring characters

Value	Count	Frequency (%)
6	541	2.2%
0	539	2.2%
4	532	2.2%
2	527	2.2%
3	522	2.2%
1	516	2.1%
5	487	2.0%
7	477	2.0%
R	416	1.7%
A	411	1.7%
Other values (52)	19232	79.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	9702	40.1%
Lowercase Letter	9635	39.8%
Decimal Number	4863	20.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	416	4.3%
A	411	4.2%
O	404	4.2%
L	400	4.1%
I	399	4.1%
K	397	4.1%
Z	391	4.0%
X	381	3.9%
V	376	3.9%
M	374	3.9%
Other values (16)	5753	59.3%

Lowercase Letter

Value	Count	Frequency (%)
t	398	4.1%
l	398	4.1%
i	397	4.1%
w	396	4.1%
h	395	4.1%
b	393	4.1%
k	383	4.0%
s	382	4.0%
u	380	3.9%
c	378	3.9%
Other values (16)	5735	59.5%

Decimal Number

Value	Count	Frequency (%)
6	541	11.1%
0	539	11.1%
4	532	10.9%
2	527	10.8%
3	522	10.7%
1	516	10.6%
5	487	10.0%
7	477	9.8%
9	370	7.6%
8	352	7.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	19337	79.9%
Common	4863	20.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	416	2.2%
A	411	2.1%
O	404	2.1%
L	400	2.1%
I	399	2.1%
t	398	2.1%
l	398	2.1%
K	397	2.1%
i	397	2.1%
w	396	2.0%
Other values (42)	15321	79.2%

Common

Value	Count	Frequency (%)
6	541	11.1%
0	539	11.1%
4	532	10.9%
2	527	10.8%
3	522	10.7%
1	516	10.6%
5	487	10.0%
7	477	9.8%
9	370	7.6%
8	352	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24200	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	541	2.2%
0	539	2.2%
4	532	2.2%
2	527	2.2%
3	522	2.2%
1	516	2.1%
5	487	2.0%
7	477	2.0%
R	416	1.7%
A	411	1.7%
Other values (52)	19232	79.5%

name
Categorical

HIGH CARDINALITY UNIFORM

Distinct	1017
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Memory size	8.7 KiB

Don't	3
Sorry	3
Locked out of Heaven	2
INDUSTRY BABY (feat. Jack Harlow)	2
Heat Waves	2
Other values (1012)	1088

Length

Max length	94
Median length	58
Mean length	17.41
Min length	1

Characters and Unicode

Total characters	19151
Distinct characters	96
Distinct categories	12 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	936 ?
Unique (%)	85.1%

Sample

1st row	Locked out of Heaven
2nd row	Call Me Maybe
3rd row	We Are Young (feat. Janelle Monáe)
4th row	Diamonds
5th row	Lost

Common Values

Value	Count	Frequency (%)
Don't	3	0.3%
Sorry	3	0.3%
Locked out of Heaven	2	0.2%
INDUSTRY BABY (feat. Jack Harlow)	2	0.2%
Heat Waves	2	0.2%
Talk Dirty (feat. 2 Chainz)	2	0.2%
Ride It	2	0.2%
Woman	2	0.2%
STAY (with Justin Bieber)	2	0.2%
High Hopes	2	0.2%
Other values (1007)	1078	98.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
feat	178	4.9%
	105	2.9%
the	81	2.2%
you	74	2.0%
me	62	1.7%
with	62	1.7%
i	57	1.6%
love	56	1.5%
it	38	1.0%
my	31	0.9%
Other values (1424)	2884	79.5%

Most occurring characters

Value	Count	Frequency (%)
	2528	13.2%
e	1698	8.9%
a	1219	6.4%
o	1097	5.7%
t	957	5.0%
i	928	4.8%
n	810	4.2%
r	749	3.9%
l	562	2.9%
s	527	2.8%
Other values (86)	8076	42.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	11923	62.3%
Uppercase Letter	3550	18.5%
Space Separator	2528	13.2%
Other Punctuation	408	2.1%
Open Punctuation	276	1.4%
Close Punctuation	276	1.4%
Decimal Number	103	0.5%
Dash Punctuation	64	0.3%
Currency Symbol	8	< 0.1%
Final Punctuation	6	< 0.1%
Other values (2)	9	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1698	14.2%
a	1219	10.2%
o	1097	9.2%
t	957	8.0%
i	928	7.8%
n	810	6.8%
r	749	6.3%
l	562	4.7%
s	527	4.4%
h	442	3.7%
Other values (21)	2934	24.6%

Uppercase Letter

Value	Count	Frequency (%)
S	297	8.4%
T	286	8.1%
L	262	7.4%
M	220	6.2%
B	211	5.9%
A	186	5.2%
I	181	5.1%
D	180	5.1%
W	168	4.7%
H	155	4.4%
Other values (18)	1404	39.5%

Other Punctuation

Value	Count	Frequency (%)
.	212	52.0%
'	75	18.4%
&	52	12.7%
,	29	7.1%
"	12	2.9%
*	8	2.0%
?	6	1.5%
:	4	1.0%
/	3	0.7%
!	3	0.7%
Other values (3)	4	1.0%

Decimal Number

Value	Count	Frequency (%)
2	24	23.3%
0	18	17.5%
1	16	15.5%
3	12	11.7%
5	11	10.7%
4	6	5.8%
7	5	4.9%
9	5	4.9%
8	3	2.9%
6	3	2.9%

Other Letter

Value	Count	Frequency (%)
강	1	20.0%
일	1	20.0%
타	1	20.0%
스	1	20.0%
남	1	20.0%

Open Punctuation

Value	Count	Frequency (%)
(	275	99.6%
[	1	0.4%

Close Punctuation

Value	Count	Frequency (%)
)	275	99.6%
]	1	0.4%

Space Separator

Value	Count	Frequency (%)
	2528	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	64	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	8	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	6	100.0%

Math Symbol

Value	Count	Frequency (%)
+	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15473	80.8%
Common	3673	19.2%
Hangul	5	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1698	11.0%
a	1219	7.9%
o	1097	7.1%
t	957	6.2%
i	928	6.0%
n	810	5.2%
r	749	4.8%
l	562	3.6%
s	527	3.4%
h	442	2.9%
Other values (49)	6484	41.9%

Common

Value	Count	Frequency (%)
	2528	68.8%
(	275	7.5%
)	275	7.5%
.	212	5.8%
'	75	2.0%
-	64	1.7%
&	52	1.4%
,	29	0.8%
2	24	0.7%
0	18	0.5%
Other values (22)	121	3.3%

Hangul

Value	Count	Frequency (%)
강	1	20.0%
일	1	20.0%
타	1	20.0%
스	1	20.0%
남	1	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19123	99.9%
None	17	0.1%
Punctuation	6	< 0.1%
Hangul	5	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2528	13.2%
e	1698	8.9%
a	1219	6.4%
o	1097	5.7%
t	957	5.0%
i	928	4.9%
n	810	4.2%
r	749	3.9%
l	562	2.9%
s	527	2.8%
Other values (73)	8048	42.1%

Punctuation

Value	Count	Frequency (%)
’	6	100.0%

None

Value	Count	Frequency (%)
é	4	23.5%
í	3	17.6%
Á	3	17.6%
á	2	11.8%
ó	2	11.8%
ñ	2	11.8%
Ü	1	5.9%

Hangul

Value	Count	Frequency (%)
강	1	20.0%
일	1	20.0%
타	1	20.0%
스	1	20.0%
남	1	20.0%

artists
Categorical

Distinct	687
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Memory size	8.7 KiB

['Taylor Swift']	23
['Ed Sheeran']	15
['Ariana Grande']	14
['Drake']	14
['Billie Eilish']	13
Other values (682)	1021

Length

Max length	131
Median length	60
Mean length	20.704545
Min length	6

Characters and Unicode

Total characters	22775
Distinct characters	88
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	544 ?
Unique (%)	49.5%

Sample

1st row	['Bruno Mars']
2nd row	['Carly Rae Jepsen']
3rd row	['fun.', 'Janelle Monáe']
4th row	['Rihanna']
5th row	['Frank Ocean']

Common Values

Value	Count	Frequency (%)
['Taylor Swift']	23	2.1%
['Ed Sheeran']	15	1.4%
['Ariana Grande']	14	1.3%
['Drake']	14	1.3%
['Billie Eilish']	13	1.2%
['Adele']	12	1.1%
['One Direction']	11	1.0%
['The Weeknd']	11	1.0%
['Justin Bieber']	10	0.9%
['Shawn Mendes']	9	0.8%
Other values (677)	968	88.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	65	2.2%
drake	37	1.3%
justin	34	1.2%
lil	33	1.1%
bieber	29	1.0%
swift	28	1.0%
taylor	28	1.0%
grande	28	1.0%
ariana	28	1.0%
weeknd	23	0.8%
Other values (909)	2580	88.6%

Most occurring characters

Value	Count	Frequency (%)
'	3281	14.4%
	1813	8.0%
a	1510	6.6%
e	1395	6.1%
i	1131	5.0%
[	1100	4.8%
]	1100	4.8%
n	970	4.3%
r	896	3.9%
o	769	3.4%
Other values (78)	8810	38.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	11459	50.3%
Other Punctuation	3884	17.1%
Uppercase Letter	3325	14.6%
Space Separator	1813	8.0%
Open Punctuation	1100	4.8%
Close Punctuation	1100	4.8%
Decimal Number	60	0.3%
Dash Punctuation	20	0.1%
Currency Symbol	12	0.1%
Math Symbol	2	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	1510	13.2%
e	1395	12.2%
i	1131	9.9%
n	970	8.5%
r	896	7.8%
o	769	6.7%
l	764	6.7%
s	555	4.8%
t	424	3.7%
h	388	3.4%
Other values (22)	2657	23.2%

Uppercase Letter

Value	Count	Frequency (%)
S	276	8.3%
B	254	7.6%
T	237	7.1%
M	235	7.1%
L	226	6.8%
C	220	6.6%
D	214	6.4%
A	210	6.3%
J	169	5.1%
R	156	4.7%
Other values (21)	1128	33.9%

Decimal Number

Value	Count	Frequency (%)
5	16	26.7%
2	13	21.7%
1	9	15.0%
9	6	10.0%
6	4	6.7%
7	4	6.7%
4	4	6.7%
3	2	3.3%
8	1	1.7%
0	1	1.7%

Other Punctuation

Value	Count	Frequency (%)
'	3281	84.5%
,	543	14.0%
.	27	0.7%
"	10	0.3%
&	9	0.2%
!	9	0.2%
\	2	0.1%
*	2	0.1%
/	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	1813	100.0%

Open Punctuation

Value	Count	Frequency (%)
[	1100	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	1100	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	20	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	12	100.0%

Math Symbol

Value	Count	Frequency (%)
+	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14784	64.9%
Common	7991	35.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1510	10.2%
e	1395	9.4%
i	1131	7.7%
n	970	6.6%
r	896	6.1%
o	769	5.2%
l	764	5.2%
s	555	3.8%
t	424	2.9%
h	388	2.6%
Other values (53)	5982	40.5%

Common

Value	Count	Frequency (%)
'	3281	41.1%
	1813	22.7%
[	1100	13.8%
]	1100	13.8%
,	543	6.8%
.	27	0.3%
-	20	0.3%
5	16	0.2%
2	13	0.2%
$	12	0.2%
Other values (15)	66	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22739	99.8%
None	36	0.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	3281	14.4%
	1813	8.0%
a	1510	6.6%
e	1395	6.1%
i	1131	5.0%
[	1100	4.8%
]	1100	4.8%
n	970	4.3%
r	896	3.9%
o	769	3.4%
Other values (67)	8774	38.6%

None

Value	Count	Frequency (%)
é	15	41.7%
Ø	4	11.1%
ë	4	11.1%
Í	3	8.3%
á	2	5.6%
ó	2	5.6%
å	2	5.6%
É	1	2.8%
Ñ	1	2.8%
í	1	2.8%

artistid
Categorical

Distinct	429
Distinct (%)	39.0%
Missing	0
Missing (%)	0.0%
Memory size	8.7 KiB

06HL4z0CvFAxyc27GXpf02	26
3TVXtAsR1Inumwj472S9r4	26
66CXWjxzNUsdJxJ2JdwvnR	23
1uNFoZAHBGtllmzznpCI3s	18
7CajNmpbOovFoOoasH2HaY	18
Other values (424)	989

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	24200
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	250 ?
Unique (%)	22.7%

Sample

1st row	0du5cEVh5yTK9QJze8zA0C
2nd row	6sFIWsNpZYqfjUpaCgueju
3rd row	5nCi3BB41mBaMH9gfr6Su0
4th row	5pKCCKE2ajJHZ9KAiaK11H
5th row	2h93pZq0e7k5yf4dywlkpM

Common Values

Value	Count	Frequency (%)
06HL4z0CvFAxyc27GXpf02	26	2.4%
3TVXtAsR1Inumwj472S9r4	26	2.4%
66CXWjxzNUsdJxJ2JdwvnR	23	2.1%
1uNFoZAHBGtllmzznpCI3s	18	1.6%
7CajNmpbOovFoOoasH2HaY	18	1.6%
6eUKZXaKkcviH0Ku9w2n3V	17	1.5%
1Xyo4u8uXC1ZmMpatF05PJ	16	1.5%
246dkjvS1zLTtiykXe5h60	16	1.5%
6qqNVTkY8uBg9cP3Jd7DAH	15	1.4%
7n2wHs1TKAczGzO7Dd2rGr	14	1.3%
Other values (419)	911	82.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
06hl4z0cvfaxyc27gxpf02	26	2.4%
3tvxtasr1inumwj472s9r4	26	2.4%
66cxwjxznusdjxj2jdwvnr	23	2.1%
1unfozahbgtllmzznpci3s	18	1.6%
7cajnmpboovfoooash2hay	18	1.6%
6eukzxakkcvih0ku9w2n3v	17	1.5%
1xyo4u8uxc1zmmpatf05pj	16	1.5%
246dkjvs1zlttiykxe5h60	16	1.5%
6qqnvtky8ubg9cp3jd7dah	15	1.4%
7n2whs1tkaczgzo7dd2rgr	14	1.3%
Other values (419)	911	82.8%

Most occurring characters

Value	Count	Frequency (%)
6	678	2.8%
4	627	2.6%
2	602	2.5%
0	571	2.4%
7	519	2.1%
1	518	2.1%
5	512	2.1%
H	497	2.1%
X	477	2.0%
K	451	1.9%
Other values (52)	18748	77.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9529	39.4%
Uppercase Letter	9437	39.0%
Decimal Number	5234	21.6%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
H	497	5.3%
X	477	5.1%
K	451	4.8%
C	451	4.8%
A	414	4.4%
Y	403	4.3%
S	392	4.2%
N	382	4.0%
F	370	3.9%
W	366	3.9%
Other values (16)	5234	55.5%

Lowercase Letter

Value	Count	Frequency (%)
w	434	4.6%
j	432	4.5%
a	421	4.4%
v	419	4.4%
o	417	4.4%
z	411	4.3%
n	408	4.3%
s	407	4.3%
y	390	4.1%
q	384	4.0%
Other values (16)	5406	56.7%

Decimal Number

Value	Count	Frequency (%)
6	678	13.0%
4	627	12.0%
2	602	11.5%
0	571	10.9%
7	519	9.9%
1	518	9.9%
5	512	9.8%
9	450	8.6%
3	435	8.3%
8	322	6.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	18966	78.4%
Common	5234	21.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
H	497	2.6%
X	477	2.5%
K	451	2.4%
C	451	2.4%
w	434	2.3%
j	432	2.3%
a	421	2.2%
v	419	2.2%
o	417	2.2%
A	414	2.2%
Other values (42)	14553	76.7%

Common

Value	Count	Frequency (%)
6	678	13.0%
4	627	12.0%
2	602	11.5%
0	571	10.9%
7	519	9.9%
1	518	9.9%
5	512	9.8%
9	450	8.6%
3	435	8.3%
8	322	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24200	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	678	2.8%
4	627	2.6%
2	602	2.5%
0	571	2.4%
7	519	2.1%
1	518	2.1%
5	512	2.1%
H	497	2.1%
X	477	2.0%
K	451	1.9%
Other values (52)	18748	77.5%

explicit
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.2 KiB

False	736
True	364

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	736	66.9%
True	364	33.1%

popularity
Real number (ℝ)

Distinct	61
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.113636

Minimum	0
Maximum	94
Zeros	9
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	57
Q1	67
median	72
Q3	77
95-th percentile	83
Maximum	94
Range	94
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	12.868015
Coefficient of variation (CV)	0.18353084
Kurtosis	14.294406
Mean	70.113636
Median Absolute Deviation (MAD)	5
Skewness	-3.2482042
Sum	77125
Variance	165.5858
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
74	70	6.4%
71	65	5.9%
70	61	5.5%
69	59	5.4%
75	54	4.9%
73	54	4.9%
72	52	4.7%
66	50	4.5%
77	49	4.5%
68	45	4.1%
Other values (51)	541	49.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	0.8%
2	5	0.5%
4	1	0.1%
5	1	0.1%
6	2	0.2%
8	1	0.1%
9	3	0.3%
14	1	0.1%
15	1	0.1%
22	1	0.1%

Value	Count	Frequency (%)
94	1	0.1%
93	2	0.2%
92	3	0.3%
91	1	0.1%
90	3	0.3%
89	3	0.3%
88	5	0.5%
86	4	0.4%
85	15	1.4%
84	16	1.5%

durationms
Real number (ℝ)

Distinct	1013
Distinct (%)	92.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	213461.3

Minimum	97392
Maximum	613026
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	97392
5-th percentile	159340.5
Q1	188806
median	210577.5
Q3	232136.5
95-th percentile	281389
Maximum	613026
Range	515634
Interquartile range (IQR)	43330.5

Descriptive statistics

Standard deviation	40137.462
Coefficient of variation (CV)	0.18803156
Kurtosis	11.505154
Mean	213461.3
Median Absolute Deviation (MAD)	21667.5
Skewness	1.7245939
Sum	2.3480743 × 10⁸
Variance	1.6110159 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
233478	2	0.2%
189486	2	0.2%
205879	2	0.2%
175238	2	0.2%
281560	2	0.2%
190185	2	0.2%
295502	2	0.2%
236133	2	0.2%
213427	2	0.2%
223078	2	0.2%
Other values (1003)	1080	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
97392	1	0.1%
113000	1	0.1%
114893	1	0.1%
119133	1	0.1%
121886	1	0.1%
122174	1	0.1%
122772	1	0.1%
123262	1	0.1%
126446	1	0.1%
129370	1	0.1%

Value	Count	Frequency (%)
613026	1	0.1%
484146	1	0.1%
417920	1	0.1%
354320	1	0.1%
353893	1	0.1%
350120	1	0.1%
347520	1	0.1%
343150	1	0.1%
342040	1	0.1%
340706	1	0.1%

year
Real number (ℝ)

Distinct	11
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017

Minimum	2012
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	2012
5-th percentile	2012
Q1	2014
median	2017
Q3	2020
95-th percentile	2022
Maximum	2022
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.163716
Coefficient of variation (CV)	0.0015685256
Kurtosis	-1.2200892
Mean	2017
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	2218700
Variance	10.009099
Monotonicity	Increasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2012	100	9.1%
2013	100	9.1%
2014	100	9.1%
2015	100	9.1%
2016	100	9.1%
2017	100	9.1%
2018	100	9.1%
2019	100	9.1%
2020	100	9.1%
2021	100	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	100	9.1%
2013	100	9.1%
2014	100	9.1%
2015	100	9.1%
2016	100	9.1%
2017	100	9.1%
2018	100	9.1%
2019	100	9.1%
2020	100	9.1%
2021	100	9.1%

Value	Count	Frequency (%)
2022	100	9.1%
2021	100	9.1%
2020	100	9.1%
2019	100	9.1%
2018	100	9.1%
2017	100	9.1%
2016	100	9.1%
2015	100	9.1%
2014	100	9.1%
2013	100	9.1%

genres
Categorical

Distinct	374
Distinct (%)	34.0%
Missing	0
Missing (%)	0.0%
Memory size	8.7 KiB

['dance pop', 'pop']	63
['pop']	60
['pop', 'uk pop']	33
['dance pop', 'pop', 'post-teen pop']	27
['canadian hip hop', 'canadian pop', 'hip hop', 'rap', 'toronto rap']	26
Other values (369)	891

Length

Max length	148
Median length	101
Mean length	45.266364
Min length	2

Characters and Unicode

Total characters	49793
Distinct characters	34
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	211 ?
Unique (%)	19.2%

Sample

1st row	['dance pop', 'pop']
2nd row	['canadian pop', 'dance pop', 'electropop', 'pop', 'post-teen pop']
3rd row	['baroque pop', 'metropopolis', 'modern rock', 'pop rock']
4th row	['barbadian pop', 'dance pop', 'pop', 'urban contemporary']
5th row	['hip hop', 'lgbtq+ hip hop', 'neo soul', 'pop']

Common Values

Value	Count	Frequency (%)
['dance pop', 'pop']	63	5.7%
['pop']	60	5.5%
['pop', 'uk pop']	33	3.0%
['dance pop', 'pop', 'post-teen pop']	27	2.5%
['canadian hip hop', 'canadian pop', 'hip hop', 'rap', 'toronto rap']	26	2.4%
['canadian pop', 'pop']	18	1.6%
['dance pop', 'edm', 'electro house', 'house', 'pop', 'progressive house', 'uk dance']	18	1.6%
['canadian contemporary r&b', 'canadian pop', 'pop']	16	1.5%
['dfw rap', 'melodic rap', 'rap']	16	1.5%
['art pop', 'electropop', 'pop']	15	1.4%
Other values (364)	808	73.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pop	1965	28.7%
dance	577	8.4%
rap	503	7.3%
hip	338	4.9%
hop	319	4.7%
house	209	3.0%
rock	173	2.5%
edm	162	2.4%
canadian	135	2.0%
uk	126	1.8%
Other values (225)	2347	34.2%

Most occurring characters

Value	Count	Frequency (%)
'	7962	16.0%
p	6002	12.1%
	5754	11.6%
o	4419	8.9%
,	2886	5.8%
a	2620	5.3%
e	2493	5.0%
r	2069	4.2%
n	1966	3.9%
c	1472	3.0%
Other values (24)	12150	24.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	30702	61.7%
Other Punctuation	10934	22.0%
Space Separator	5754	11.6%
Open Punctuation	1100	2.2%
Close Punctuation	1100	2.2%
Dash Punctuation	187	0.4%
Math Symbol	16	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	6002	19.5%
o	4419	14.4%
a	2620	8.5%
e	2493	8.1%
r	2069	6.7%
n	1966	6.4%
c	1472	4.8%
t	1421	4.6%
i	1335	4.3%
d	1234	4.0%
Other values (16)	5671	18.5%

Other Punctuation

Value	Count	Frequency (%)
'	7962	72.8%
,	2886	26.4%
&	86	0.8%

Space Separator

Value	Count	Frequency (%)
	5754	100.0%

Open Punctuation

Value	Count	Frequency (%)
[	1100	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	1100	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	187	100.0%

Math Symbol

Value	Count	Frequency (%)
+	16	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	30702	61.7%
Common	19091	38.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	6002	19.5%
o	4419	14.4%
a	2620	8.5%
e	2493	8.1%
r	2069	6.7%
n	1966	6.4%
c	1472	4.8%
t	1421	4.6%
i	1335	4.3%
d	1234	4.0%
Other values (16)	5671	18.5%

Common

Value	Count	Frequency (%)
'	7962	41.7%
	5754	30.1%
,	2886	15.1%
[	1100	5.8%
]	1100	5.8%
-	187	1.0%
&	86	0.5%
+	16	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49793	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	7962	16.0%
p	6002	12.1%
	5754	11.6%
o	4419	8.9%
,	2886	5.8%
a	2620	5.3%
e	2493	5.0%
r	2069	4.2%
n	1966	3.9%
c	1472	3.0%
Other values (24)	12150	24.4%

danceability
Real number (ℝ)

Distinct	445
Distinct (%)	40.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.67377455

Minimum	0.188
Maximum	0.965
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0.188
5-th percentile	0.4199
Q1	0.591
median	0.687
Q3	0.77225
95-th percentile	0.88115
Maximum	0.965
Range	0.777
Interquartile range (IQR)	0.18125

Descriptive statistics

Standard deviation	0.13428767
Coefficient of variation (CV)	0.19930653
Kurtosis	0.018081853
Mean	0.67377455
Median Absolute Deviation (MAD)	0.0895
Skewness	-0.46708128
Sum	741.152
Variance	0.018033178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.664	9	0.8%
0.65	8	0.7%
0.687	8	0.7%
0.781	8	0.7%
0.681	8	0.7%
0.654	8	0.7%
0.688	7	0.6%
0.647	7	0.6%
0.672	7	0.6%
0.794	7	0.6%
Other values (435)	1023	93.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.188	1	0.1%
0.247	1	0.1%
0.259	1	0.1%
0.262	1	0.1%
0.279	1	0.1%
0.308	1	0.1%
0.311	1	0.1%
0.319	1	0.1%
0.322	1	0.1%
0.332	2	0.2%

Value	Count	Frequency (%)
0.965	1	0.1%
0.964	1	0.1%
0.963	1	0.1%
0.95	2	0.2%
0.94	1	0.1%
0.937	1	0.1%
0.935	1	0.1%
0.931	1	0.1%
0.928	1	0.1%
0.926	3	0.3%

acousticness
Real number (ℝ)

Distinct	761
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18329808

Minimum	1.29 × 10^-5
Maximum	0.978
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	1.29 × 10^-5
5-th percentile	0.0024405
Q1	0.02225
median	0.0892
Q3	0.25825
95-th percentile	0.695
Maximum	0.978
Range	0.9779871
Interquartile range (IQR)	0.236

Descriptive statistics

Standard deviation	0.22285452
Coefficient of variation (CV)	1.2158039
Kurtosis	1.9558303
Mean	0.18329808
Median Absolute Deviation (MAD)	0.079655
Skewness	1.6166711
Sum	201.62788
Variance	0.049664138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.174	7	0.6%
0.0215	6	0.5%
0.223	6	0.5%
0.109	5	0.5%
0.167	5	0.5%
0.127	5	0.5%
0.107	5	0.5%
0.328	5	0.5%
0.17	4	0.4%
0.117	4	0.4%
Other values (751)	1048	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.29 × 10^-5	1	0.1%
0.000107	1	0.1%
0.00013	1	0.1%
0.000132	1	0.1%
0.000145	1	0.1%
0.000176	1	0.1%
0.000185	1	0.1%
0.000238	1	0.1%
0.000239	1	0.1%
0.000254	1	0.1%

Value	Count	Frequency (%)
0.978	1	0.1%
0.965	1	0.1%
0.946	1	0.1%
0.945	1	0.1%
0.937	1	0.1%
0.934	2	0.2%
0.932	2	0.2%
0.924	1	0.1%
0.922	1	0.1%
0.92	1	0.1%

energy
Real number (ℝ)

Distinct	500
Distinct (%)	45.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65562582

Minimum	0.0519
Maximum	0.972
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0.0519
5-th percentile	0.356
Q1	0.548
median	0.673
Q3	0.783
95-th percentile	0.88905
Maximum	0.972
Range	0.9201
Interquartile range (IQR)	0.235

Descriptive statistics

Standard deviation	0.16319921
Coefficient of variation (CV)	0.24892126
Kurtosis	0.077152905
Mean	0.65562582
Median Absolute Deviation (MAD)	0.115
Skewness	-0.54695995
Sum	721.1884
Variance	0.026633981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.585	8	0.7%
0.795	7	0.6%
0.628	7	0.6%
0.725	7	0.6%
0.655	6	0.5%
0.731	6	0.5%
0.702	6	0.5%
0.7	6	0.5%
0.764	6	0.5%
0.578	6	0.5%
Other values (490)	1035	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0519	1	0.1%
0.0565	1	0.1%
0.111	1	0.1%
0.133	1	0.1%
0.136	1	0.1%
0.147	1	0.1%
0.153	1	0.1%
0.174	1	0.1%
0.22	1	0.1%
0.225	2	0.2%

Value	Count	Frequency (%)
0.972	2	0.2%
0.965	1	0.1%
0.963	1	0.1%
0.958	1	0.1%
0.953	1	0.1%
0.951	1	0.1%
0.948	1	0.1%
0.947	3	0.3%
0.94	1	0.1%
0.939	1	0.1%

instrumentalness
Real number (ℝ)

Distinct	433
Distinct (%)	39.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0088869314

Minimum	0
Maximum	0.896
Zeros	599
Zeros (%)	54.5%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4.23 × 10^-5
95-th percentile	0.0077185
Maximum	0.896
Range	0.896
Interquartile range (IQR)	4.23 × 10^-5

Descriptive statistics

Standard deviation	0.064897601
Coefficient of variation (CV)	7.3025882
Kurtosis	113.5069
Mean	0.0088869314
Median Absolute Deviation (MAD)	0
Skewness	10.206228
Sum	9.7756246
Variance	0.0042116986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	599	54.5%
6.12 × 10^-5	4	0.4%
0.13	4	0.4%
0.00106	3	0.3%
1.03 × 10^-6	3	0.3%
0.000193	3	0.3%
1.56 × 10^-5	3	0.3%
1.14 × 10^-5	3	0.3%
4.82 × 10^-6	2	0.2%
1.81 × 10^-6	2	0.2%
Other values (423)	474	43.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	599	54.5%
1.02 × 10^-6	1	0.1%
1.03 × 10^-6	3	0.3%
1.07 × 10^-6	1	0.1%
1.13 × 10^-6	1	0.1%
1.18 × 10^-6	2	0.2%
1.21 × 10^-6	2	0.2%
1.22 × 10^-6	1	0.1%
1.26 × 10^-6	1	0.1%
1.31 × 10^-6	1	0.1%

Value	Count	Frequency (%)
0.896	1	0.1%
0.828	1	0.1%
0.809	1	0.1%
0.72	1	0.1%
0.657	1	0.1%
0.621	1	0.1%
0.615	1	0.1%
0.445	1	0.1%
0.352	1	0.1%
0.334	1	0.1%

liveness
Real number (ℝ)

Distinct	529
Distinct (%)	48.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.16817191

Minimum	0.021
Maximum	0.979
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0.021
5-th percentile	0.056985
Q1	0.09235
median	0.117
Q3	0.204
95-th percentile	0.3963
Maximum	0.979
Range	0.958
Interquartile range (IQR)	0.11165

Descriptive statistics

Standard deviation	0.12568783
Coefficient of variation (CV)	0.7473771
Kurtosis	6.157514
Mean	0.16817191
Median Absolute Deviation (MAD)	0.036
Skewness	2.1890412
Sum	184.9891
Variance	0.015797432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.11	17	1.5%
0.109	14	1.3%
0.111	14	1.3%
0.106	14	1.3%
0.105	14	1.3%
0.104	13	1.2%
0.101	12	1.1%
0.117	12	1.1%
0.108	11	1.0%
0.115	11	1.0%
Other values (519)	968	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.021	2	0.2%
0.0215	1	0.1%
0.0241	1	0.1%
0.0264	1	0.1%
0.0283	1	0.1%
0.0335	2	0.2%
0.0344	1	0.1%
0.0371	1	0.1%
0.0383	1	0.1%
0.0411	1	0.1%

Value	Count	Frequency (%)
0.979	1	0.1%
0.817	1	0.1%
0.795	1	0.1%
0.792	1	0.1%
0.79	1	0.1%
0.742	1	0.1%
0.737	1	0.1%
0.696	1	0.1%
0.694	1	0.1%
0.689	1	0.1%

loudness
Real number (ℝ)

Distinct	966
Distinct (%)	87.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.0159536

Minimum	-21.107
Maximum	-1.702
Zeros	0
Zeros (%)	0.0%
Negative	1100
Negative (%)	100.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	-21.107
5-th percentile	-9.9995
Q1	-7.088
median	-5.695
Q3	-4.57125
95-th percentile	-3.15735
Maximum	-1.702
Range	19.405
Interquartile range (IQR)	2.51675

Descriptive statistics

Standard deviation	2.1061531
Coefficient of variation (CV)	-0.35009464
Kurtosis	3.5403063
Mean	-6.0159536
Median Absolute Deviation (MAD)	1.271
Skewness	-1.2352409
Sum	-6617.549
Variance	4.435881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.1	3	0.3%
-7.079	3	0.3%
-7.321	3	0.3%
-6.476	3	0.3%
-2.671	3	0.3%
-6.003	3	0.3%
-4.792	3	0.3%
-5.797	3	0.3%
-4.175	3	0.3%
-6.257	2	0.2%
Other values (956)	1071	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-21.107	1	0.1%
-15.159	1	0.1%
-15.099	1	0.1%
-14.505	1	0.1%
-14.454	1	0.1%
-14.084	1	0.1%
-14.007	1	0.1%
-13.481	1	0.1%
-13.4	1	0.1%
-12.92	1	0.1%

Value	Count	Frequency (%)
-1.702	1	0.1%
-2.16	1	0.1%
-2.253	1	0.1%
-2.302	1	0.1%
-2.308	1	0.1%
-2.384	1	0.1%
-2.392	1	0.1%
-2.457	1	0.1%
-2.494	1	0.1%
-2.569	1	0.1%

speechiness
Real number (ℝ)

Distinct	625
Distinct (%)	56.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.099043909

Minimum	0.0232
Maximum	0.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0.0232
5-th percentile	0.030295
Q1	0.0413
median	0.05895
Q3	0.107
95-th percentile	0.3091
Maximum	0.53
Range	0.5068
Interquartile range (IQR)	0.0657

Descriptive statistics

Standard deviation	0.093070082
Coefficient of variation (CV)	0.93968506
Kurtosis	3.9041154
Mean	0.099043909
Median Absolute Deviation (MAD)	0.02435
Skewness	2.047528
Sum	108.9483
Variance	0.0086620402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0432	6	0.5%
0.0333	6	0.5%
0.0457	6	0.5%
0.0304	6	0.5%
0.0483	5	0.5%
0.0544	5	0.5%
0.0355	5	0.5%
0.0506	5	0.5%
0.0346	5	0.5%
0.0363	5	0.5%
Other values (615)	1046	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0232	1	0.1%
0.0253	1	0.1%
0.0259	1	0.1%
0.0262	2	0.2%
0.0265	1	0.1%
0.0267	2	0.2%
0.0268	1	0.1%
0.0269	1	0.1%
0.027	1	0.1%
0.0274	1	0.1%

Value	Count	Frequency (%)
0.53	1	0.1%
0.516	1	0.1%
0.505	1	0.1%
0.487	1	0.1%
0.485	1	0.1%
0.467	2	0.2%
0.463	1	0.1%
0.461	1	0.1%
0.449	1	0.1%
0.438	2	0.2%

tempo
Real number (ℝ)

Distinct	1001
Distinct (%)	91.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120.05862

Minimum	64.934
Maximum	205.863
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	64.934
5-th percentile	80.02455
Q1	99.71075
median	119.976
Q3	135.00325
95-th percentile	171.9933
Maximum	205.863
Range	140.929
Interquartile range (IQR)	35.2925

Descriptive statistics

Standard deviation	27.12912
Coefficient of variation (CV)	0.22596561
Kurtosis	0.019119276
Mean	120.05862
Median Absolute Deviation (MAD)	19.9565
Skewness	0.58618246
Sum	132064.49
Variance	735.98913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99.961	3	0.3%
102.977	3	0.3%
94.997	3	0.3%
104.988	3	0.3%
143.994	2	0.2%
127.99	2	0.2%
109.978	2	0.2%
160.015	2	0.2%
94.009	2	0.2%
123.013	2	0.2%
Other values (991)	1076	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
64.934	1	0.1%
67.016	1	0.1%
68.534	1	0.1%
68.976	1	0.1%
71.912	1	0.1%
71.944	1	0.1%
72.795	1	0.1%
74.132	1	0.1%
74.897	1	0.1%
74.989	1	0.1%

Value	Count	Frequency (%)
205.863	1	0.1%
205.846	1	0.1%
202.015	1	0.1%
201.8	1	0.1%
199.811	1	0.1%
198.075	1	0.1%
196.093	2	0.2%
194.169	1	0.1%
192.205	1	0.1%
191.944	1	0.1%

valence
Real number (ℝ)

Distinct	619
Distinct (%)	56.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49584009

Minimum	0.0381
Maximum	0.972
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0.0381
5-th percentile	0.14375
Q1	0.32675
median	0.488
Q3	0.66875
95-th percentile	0.87405
Maximum	0.972
Range	0.9339
Interquartile range (IQR)	0.342

Descriptive statistics

Standard deviation	0.22376275
Coefficient of variation (CV)	0.45128006
Kurtosis	-0.8695319
Mean	0.49584009
Median Absolute Deviation (MAD)	0.1725
Skewness	0.08723791
Sum	545.4241
Variance	0.050069767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.446	10	0.9%
0.288	7	0.6%
0.494	7	0.6%
0.552	6	0.5%
0.544	5	0.5%
0.349	5	0.5%
0.485	5	0.5%
0.235	5	0.5%
0.613	5	0.5%
0.742	5	0.5%
Other values (609)	1040	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0381	1	0.1%
0.0499	1	0.1%
0.0557	1	0.1%
0.0605	1	0.1%
0.0628	1	0.1%
0.0666	1	0.1%
0.0694	1	0.1%
0.0753	1	0.1%
0.0765	1	0.1%
0.0789	1	0.1%

Value	Count	Frequency (%)
0.972	1	0.1%
0.969	1	0.1%
0.965	1	0.1%
0.962	1	0.1%
0.961	2	0.2%
0.958	1	0.1%
0.956	1	0.1%
0.952	2	0.2%
0.95	1	0.1%
0.943	1	0.1%

Auto

Heatmap
Table

	popularity	durationms	year	danceability	acousticness	energy	instrumentalness	liveness	loudness	speechiness	tempo	valence	explicit
popularity	1.000	-0.064	0.267	0.015	0.186	-0.166	0.035	-0.018	-0.085	-0.059	-0.028	-0.028	0.067
durationms	-0.064	1.000	-0.382	-0.161	0.004	-0.020	0.110	-0.012	-0.082	-0.102	-0.011	-0.170	0.148
year	0.267	-0.382	1.000	0.187	0.220	-0.207	-0.031	-0.025	-0.121	0.158	0.003	-0.013	0.231
danceability	0.015	-0.161	0.187	1.000	-0.040	-0.079	0.059	-0.120	-0.007	0.256	-0.067	0.360	0.330
acousticness	0.186	0.004	0.220	-0.040	1.000	-0.447	-0.076	-0.000	-0.285	-0.020	-0.155	-0.158	0.104
energy	-0.166	-0.020	-0.207	-0.079	-0.447	1.000	-0.014	0.090	0.714	0.043	0.107	0.420	0.204
instrumentalness	0.035	0.110	-0.031	0.059	-0.076	-0.014	1.000	-0.084	-0.156	-0.070	0.009	-0.116	0.057
liveness	-0.018	-0.012	-0.025	-0.120	-0.000	0.090	-0.084	1.000	0.030	0.011	0.061	-0.030	0.056
loudness	-0.085	-0.082	-0.121	-0.007	-0.285	0.714	-0.156	0.030	1.000	-0.033	0.056	0.373	0.079
speechiness	-0.059	-0.102	0.158	0.256	-0.020	0.043	-0.070	0.011	-0.033	1.000	0.115	0.089	0.372
tempo	-0.028	-0.011	0.003	-0.067	-0.155	0.107	0.009	0.061	0.056	0.115	1.000	0.010	0.097
valence	-0.028	-0.170	-0.013	0.360	-0.158	0.420	-0.116	-0.030	0.373	0.089	0.010	1.000	0.073
explicit	0.067	0.148	0.231	0.330	0.104	0.204	0.057	0.056	0.079	0.372	0.097	0.073	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	name	artists	artistid	explicit	popularity	durationms	year	genres	danceability	acousticness	energy	instrumentalness	liveness	loudness	speechiness	tempo	valence
0	3w3y8KPTfNeOKPiqUTakBh	Locked out of Heaven	['Bruno Mars']	0du5cEVh5yTK9QJze8zA0C	False	84	233478	2012	['dance pop', 'pop']	0.726	0.04900	0.698	0.000000	0.3090	-4.165	0.0431	143.994	0.867
1	3TGRqZ0a2l1LRblBkJoaDx	Call Me Maybe	['Carly Rae Jepsen']	6sFIWsNpZYqfjUpaCgueju	False	69	193400	2012	['canadian pop', 'dance pop', 'electropop', 'pop', 'post-teen pop']	0.783	0.01140	0.580	0.000002	0.1080	-6.548	0.0408	120.021	0.660
2	7a86XRg84qjasly9f6bPSD	We Are Young (feat. Janelle Monáe)	['fun.', 'Janelle Monáe']	5nCi3BB41mBaMH9gfr6Su0	False	70	250626	2012	['baroque pop', 'metropopolis', 'modern rock', 'pop rock']	0.378	0.02000	0.638	0.000077	0.0849	-5.576	0.0750	184.086	0.735
3	1z9kQ14XBSN0r2v6fx4IdG	Diamonds	['Rihanna']	5pKCCKE2ajJHZ9KAiaK11H	False	67	225146	2012	['barbadian pop', 'dance pop', 'pop', 'urban contemporary']	0.564	0.00125	0.710	0.000000	0.1090	-4.920	0.0461	91.972	0.393
4	3GZD6HmiNUhxXYf8Gch723	Lost	['Frank Ocean']	2h93pZq0e7k5yf4dywlkpM	True	81	234093	2012	['hip hop', 'lgbtq+ hip hop', 'neo soul', 'pop']	0.913	0.02720	0.603	0.000503	0.1670	-4.892	0.2260	123.061	0.497
5	4Li2WHPkuyCdtmokzW2007	Ni**as In Paris	['JAY-Z', 'Kanye West']	3nFkdlSjzX9mRTtwJOzDYB	True	80	219333	2012	['east coast hip hop', 'hip hop', 'rap']	0.789	0.12700	0.858	0.000000	0.3490	-5.542	0.3110	140.022	0.775
6	4cluDES4hQEUhmXj6TXkSo	What Makes You Beautiful	['One Direction']	4AK6F7OLvEQ5QYCBNiQWHq	False	80	199986	2012	['boy band', 'pop', 'post-teen pop', 'talent show']	0.726	0.00900	0.787	0.000000	0.0596	-2.494	0.0737	124.990	0.888
7	6nek1Nin9q48AVZcWs9e9D	Paradise	['Coldplay']	4gzpq5DPGxSnKTe4SA8HAU	False	80	278719	2012	['permanent wave', 'pop']	0.449	0.05090	0.585	0.000087	0.0833	-6.761	0.0268	139.631	0.212
8	2V65y3PX4DkRhy1djlxd9p	Don't You Worry Child - Radio Edit	['Swedish House Mafia', 'John Martin']	1h6Cn3P4NGzXbaXidqURXs	False	77	212862	2012	['dance pop', 'edm', 'electro house', 'pop', 'pop dance', 'progressive electro house']	0.612	0.11200	0.840	0.000000	0.1160	-3.145	0.0509	129.042	0.438
9	6lanRgr6wXibZr8KgzXxBl	A Thousand Years	['Christina Perri']	7H55rcKCfwqkyDFH9wpKM6	False	77	285120	2012	['dance pop', 'neo mellow', 'pop', 'pop rock', 'post-teen pop']	0.421	0.30900	0.407	0.000961	0.1100	-7.445	0.0267	139.028	0.161

	id	name	artists	artistid	explicit	popularity	durationms	year	genres	danceability	acousticness	energy	instrumentalness	liveness	loudness	speechiness	tempo	valence
1090	34ZAzO78a5DAVNrYIGWcPm	Shirt	['SZA']	7tYKF4w9nC0nq9CsPZTHyP	True	81	181830	2022	['pop', 'r&b']	0.824	0.14600	0.453	0.027300	0.0896	-9.604	0.0968	119.959	0.552
1091	0T5iIrXA4p5GsubkhuBIKV	Until I Found You	['Stephen Sanchez']	5XKFrudbV4IiuE5WuTPRmT	False	84	177720	2022	['gen z singer-songwriter', 'pop']	0.539	0.72700	0.508	0.000000	0.1740	-6.050	0.0288	101.358	0.227
1092	0QHEIqNKsMoOY5urbzN48u	Made You Look	['Meghan Trainor']	6JL8zeS1NmiOftqZTRgdTz	False	90	134256	2022	['dance pop', 'hip pop', 'pop']	0.838	0.34500	0.525	0.000002	0.0771	-3.562	0.0665	144.981	0.884
1093	3rWDp9tBPQR9z6U5YyRSK4	Midnight Rain	['Taylor Swift']	06HL4z0CvFAxyc27GXpf02	False	83	174782	2022	['pop']	0.643	0.69000	0.363	0.000052	0.1150	-11.738	0.0767	139.865	0.230
1094	5IgjP7X4th6nMNDh4akUHb	Under The Influence	['Chris Brown']	7bXgB6jMjp9ATFy66eO08Z	True	89	184613	2022	['dance pop', 'r&b']	0.733	0.06350	0.690	0.000001	0.1050	-5.529	0.0427	116.992	0.310
1095	2g6tReTlM2Akp41g0HaeXN	Die Hard	['Kendrick Lamar', 'Blxst', 'Amanda Reifer']	2YZyLoL8N0Wb9xBt1NhZWg	True	76	239026	2022	['conscious hip hop', 'hip hop', 'rap', 'west coast rap']	0.775	0.31900	0.736	0.001160	0.1270	-8.072	0.2470	100.988	0.362
1096	4pi1G1x8tl9VfdD9bL3maT	Big Energy	['Latto']	3MdXrJWsbVzdn6fe5JYkSQ	True	65	172540	2022	['pop', 'rap', 'trap queen']	0.937	0.04530	0.793	0.000000	0.3410	-4.431	0.1150	106.022	0.794
1097	3LtpKP5abr2qqjunvjlX5i	Doja	['Central Cee']	5H4yInM5zmHqpKIoMNAx4r	True	84	97392	2022	['melodic drill']	0.911	0.38000	0.573	0.000000	0.4030	-7.430	0.2880	140.040	0.972
1098	3XOalgusokruzA5ZBA2Qcb	pushin P (feat. Young Thug)	['Gunna', 'Future', 'Young Thug']	2hlmm7s2ICUX0LVIhVFlZQ	True	74	136266	2022	['atl hip hop', 'hip hop', 'melodic rap', 'rap', 'trap']	0.773	0.00783	0.422	0.006930	0.1290	-4.572	0.1870	77.502	0.488
1099	1r8ZCjfrQxoy2wVaBUbpwg	Thousand Miles	['The Kid LAROI']	2tIP7SsRs7vjIcLrU85W8J	True	77	164781	2022	['australian hip hop', 'pop']	0.376	0.08580	0.657	0.000000	0.0884	-4.658	0.0768	80.565	0.203

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Other Letter

Open Punctuation

Close Punctuation

Space Separator

Dash Punctuation

Currency Symbol

Final Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Punctuation

None

Hangul

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Currency Symbol

Math Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common